Untitled Draft

simple_lm <- map(var_rigal,
  ~analysis_dataset %>%
    nest_by(siteid) %>%
    mutate(
      model = list(lm(as.formula(paste0(.x, " ~ year ")), data = data)),
      res_mod = list(broom::glance(model)),
      coef_mod = list(broom::tidy(model))
    )
)
#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

#> Warning in summary.lm(x): essentially perfect fit: summary may be unreliable

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names(simple_lm) <- var_rigal

slope <- map_dfr(simple_lm, ~.x %>%
select(siteid, coef_mod) %>%
unnest(cols = c(coef_mod)) %>%
filter(term == "year") %>%
ungroup(), .id = "response"
)

slope_df <- slope %>%
  select(siteid, response, estimate) %>%
  pivot_wider(names_from = "response", values_from = "estimate")

cor_slope <- slope_df %>%
  select(-siteid) %>%
  cor(.)
cor_slope
#>                     log_total_abundance species_nb log_species_nb chao_richness
#> log_total_abundance          1.00000000  0.4131255      0.4196764     0.1270819
#> species_nb                   0.41312548  1.0000000      0.8165236     0.7838658
#> log_species_nb               0.41967645  0.8165236      1.0000000     0.6765731
#> chao_richness                0.12708191  0.7838658      0.6765731     1.0000000
#> chao_shannon                -0.02062084  0.5092963      0.5186777     0.6711604
#> chao_simpson                -0.04573325  0.3789075      0.4290480     0.5034840
#>                     chao_shannon chao_simpson
#> log_total_abundance  -0.02062084  -0.04573325
#> species_nb            0.50929631   0.37890745
#> log_species_nb        0.51867774   0.42904803
#> chao_richness         0.67116044   0.50348399
#> chao_shannon          1.00000000   0.94334475
#> chao_simpson          0.94334475   1.00000000
corrplot::corrplot(cor_slope, type = "lower", tl.srt = 30)

ti <- expand.grid(
  resp1 = unique(slope$response),
  resp2 = unique(slope$response)
  ) %>%
  filter(resp2 != resp1) %>%
  mutate_all(as.character) %>%
  arrange(resp1)

test <- map2(ti$resp1, ti$resp2,
  function(x, y) {
    bi <- slope %>%
      filter(response %in% c(x, y)) %>%
      select(siteid, response, estimate) %>%
      pivot_wider(names_from = "response", values_from = "estimate")

    return(bi)
  }
)

p <- map(test, function(x) {
  l <- colnames(x)
  x %>%
    ggplot(aes(y = !!sym(l[2]), x = !!sym(l[3]))) +
    geom_point() +
    geom_smooth(method = "lm") +
    labs(y = l[2], x = l[3])
})
p
#> [[1]]
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plot_grid(plotlist = p)
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
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#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
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#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
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#> `geom_smooth()` using formula 'y ~ x'
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#> `geom_smooth()` using formula 'y ~ x'
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#> `geom_smooth()` using formula 'y ~ x'
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#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'
#> `geom_smooth()` using formula 'y ~ x'

• Trends of total abundance are linked to the one of species richness but not to shannon and simpson, suggesting that the trends of abundance are more link to trends of rare species

names(rigal_trends) <- var_rigal

p <- map2(rigal_trends, names(rigal_trends),
  ~.x %>%
    ggplot(aes(x = first_order_coefficient)) +
    geom_histogram() +
    labs(title = .y)
)
plot_grid(plotlist = p)
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 127 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 127 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 101 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 101 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 91 rows containing non-finite values (stat_bin).

1 Polynomial

get_var_replacement <- function() {
  c(
  log_species_nb = "Log species richness",
  species_nb = "Species richness",
  log_total_abundance = "Log total abundance",
  total_abundance = "Total abundance"
  )
}

• Classification:

classification_station <- map2(rigal_trends, names(rigal_trends),
  ~.x %>%
  ggplot(aes(x = shape_class)) +
  geom_bar() +
  labs(x = "Trajectory classification", y = "Number of station",
    title = get_var_replacement()[.y])
)

plot_grid(plotlist = classification_station)

• Liear trends:

#3.3   Log-linear model:logYi=α+βXi+εiIn 

#the log-linear model, the literal interpretation of the estimated
#coefficientˆβis that a one-unitincrease inXwill produce an expected increase in
#logYofˆβunits. 
#In terms ofYitself, this
#meansthat  the  expected  value  ofYis  multiplied  byeˆβ.   So  in  terms  of
#effects  of  changes  inXonY(unlogged):•Each 1-unit increase inXmultiplies the
#expected value ofYbyeˆβ.•To compute the effects onYof another change inXthan an
#increase of one unit, call thischangec, we need to includecin the exponent.  The
#effect of ac-unit increase inXis tomultiply the expected value ofYbyecˆβ. So the
#effect for a 5-unit increase inXwould bee5ˆβ.•For small values ofˆβ,
#approximatelyeˆβ≈1+ˆβ. We can use this for the following approxima-tion for a
#quick interpretation of the coefficients:  100·ˆβis the expected percentage
#changeinYfor a unit increase inX.  For instance forˆβ=.06,e.06≈1.06, so a 1-unit
#change inXcorresponds to (approximately) an expected increase inYof 6%

#https://data.library.virginia.edu/interpreting-log-transformations-in-a-linear-model/
hist_linear_plot <- map2(rigal_trends, names(rigal_trends),
  ~.x %>%
  ggplot(aes(x = (exp(linear_slope) - 1) * 100)) +
  geom_histogram() +
  labs(x = "Linear slope (% change per year)", y = "Number of station",
    title = get_var_replacement()[.y]) +
  ylim(c(0, 3000))
)
plot_grid(plotlist = hist_linear_plot)
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 127 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 127 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 101 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 101 rows containing non-finite values (stat_bin).
#> `stat_bin()` using `bins = 30`. Pick better value with `binwidth`.
#> Warning: Removed 91 rows containing non-finite values (stat_bin).

2 Turnover

tar_load(hillebrand)

2.1 Analysis

2.2 Reproducibility

Reproducibility receipt

## datetime
Sys.time()
#> [1] "2022-01-03 11:36:13 CST"

## repository
if(requireNamespace('git2r', quietly = TRUE)) {
  git2r::repository()
} else {
  c(
    system2("git", args = c("log", "--name-status", "-1"), stdout = TRUE),
    system2("git", args = c("remote", "-v"), stdout = TRUE)
  )
}
#> Local:    main /home/alain/Documents/post-these/isu/RivFishTimeBiodiversityFacets
#> Head:     [2ff80c9] 2022-01-03: Functions to run and save spaMM models

## session info
sessionInfo()
#> R version 4.0.5 (2021-03-31)
#> Platform: x86_64-pc-linux-gnu (64-bit)
#> Running under: Debian GNU/Linux 10 (buster)
#> 
#> Matrix products: default
#> BLAS:   /home/alain/.Renv/versions/4.0.5/lib/R/lib/libRblas.so
#> LAPACK: /home/alain/.Renv/versions/4.0.5/lib/R/lib/libRlapack.so
#> 
#> locale:
#>  [1] LC_CTYPE=fr_FR.UTF-8       LC_NUMERIC=C              
#>  [3] LC_TIME=fr_FR.UTF-8        LC_COLLATE=fr_FR.UTF-8    
#>  [5] LC_MONETARY=fr_FR.UTF-8    LC_MESSAGES=fr_FR.UTF-8   
#>  [7] LC_PAPER=fr_FR.UTF-8       LC_NAME=C                 
#>  [9] LC_ADDRESS=C               LC_TELEPHONE=C            
#> [11] LC_MEASUREMENT=fr_FR.UTF-8 LC_IDENTIFICATION=C       
#> 
#> attached base packages:
#> [1] stats     graphics  grDevices utils     datasets  methods   base     
#> 
#> other attached packages:
#>  [1] iNEXT_2.0.20            future_1.21.0           codyn_2.0.5            
#>  [4] janitor_2.1.0           cowplot_1.1.1           rnaturalearthdata_0.1.0
#>  [7] rnaturalearth_0.1.0     sf_1.0-4                rmarkdown_2.11         
#> [10] scales_1.1.1            kableExtra_1.3.1        here_1.0.1             
#> [13] lubridate_1.7.9.2       magrittr_2.0.1          forcats_0.5.1          
#> [16] stringr_1.4.0           dplyr_1.0.4             purrr_0.3.4            
#> [19] readr_2.1.1             tidyr_1.1.2             tibble_3.1.6           
#> [22] ggplot2_3.3.3           tidyverse_1.3.0         tarchetypes_0.3.2      
#> [25] targets_0.8.1           conflicted_1.1.0        nvimcom_0.9-122        
#> 
#> loaded via a namespace (and not attached):
#>  [1] colorspace_2.0-0   ellipsis_0.3.2     class_7.3-18       rprojroot_2.0.2   
#>  [5] snakecase_0.11.0   fs_1.5.1           rstudioapi_0.13    farver_2.0.3      
#>  [9] listenv_0.8.0      furrr_0.2.2        fansi_0.5.0        xml2_1.3.2        
#> [13] codetools_0.2-18   splines_4.0.5      cachem_1.0.4       knitr_1.36        
#> [17] jsonlite_1.7.2     broom_0.7.4        cluster_2.1.1      dbplyr_2.1.0      
#> [21] compiler_4.0.5     httr_1.4.2         backports_1.2.1    assertthat_0.2.1  
#> [25] Matrix_1.3-2       fastmap_1.1.0      cli_3.1.0          htmltools_0.5.1.1 
#> [29] tools_4.0.5        igraph_1.2.6       gtable_0.3.0       glue_1.5.1        
#> [33] reshape2_1.4.4     Rcpp_1.0.6         cellranger_1.1.0   jquerylib_0.1.3   
#> [37] vctrs_0.3.8        nlme_3.1-152       xfun_0.28          globals_0.14.0    
#> [41] ps_1.6.0           rvest_0.3.6        lifecycle_1.0.1    MASS_7.3-53.1     
#> [45] hms_1.1.1          parallel_4.0.5     yaml_2.2.1         memoise_2.0.0     
#> [49] sass_0.3.1         stringi_1.7.6      highr_0.9          corrplot_0.84     
#> [53] e1071_1.7-4        permute_0.9-5      rlang_0.4.12       pkgconfig_2.0.3   
#> [57] evaluate_0.14      lattice_0.20-41    labeling_0.4.2     processx_3.5.2    
#> [61] tidyselect_1.1.1   parallelly_1.23.0  plyr_1.8.6         bookdown_0.24     
#> [65] R6_2.5.1           generics_0.1.0     DBI_1.1.1          pillar_1.6.4      
#> [69] haven_2.3.1        withr_2.4.3        mgcv_1.8-34        units_0.6-7       
#> [73] sp_1.4-5           modelr_0.1.8       crayon_1.4.2       KernSmooth_2.23-18
#> [77] utf8_1.2.2         tzdb_0.2.0         emo_0.0.0.9000     jpeg_0.1-8.1      
#> [81] grid_4.0.5         readxl_1.3.1       data.table_1.13.6  git2r_0.29.0      
#> [85] callr_3.7.0        vegan_2.5-7        reprex_1.0.0       digest_0.6.27     
#> [89] classInt_0.4-3     webshot_0.5.2      munsell_0.5.0      viridisLite_0.3.0 
#> [93] bslib_0.2.4